Title
A lossless online Bayesian classifier.
Abstract
•We proposed a new lossless online classifier based on Bayesian inference.•Our classifier uses the incoming data in a 1-by-1 manner and discards the data after use.•Our classifier is guaranteed to reach the same prediction model regardless of the incremental training order.•Our classifier is highly competitive to many state-of-the-art online learning algorithms.
Year
DOI
Venue
2019
10.1016/j.ins.2019.03.031
Information Sciences
Keywords
Field
DocType
Online learning,Lossless methods,Online classifiers,Bayesian method,Variational inference,Multivariate Gaussian
Offline learning,Online learning,Naive Bayes classifier,Artificial intelligence,Classifier (linguistics),Big data,Machine learning,Mathematics,Lossless compression,Bayesian probability
Journal
Volume
ISSN
Citations 
489
0020-0255
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Thi Thu Thuy Nguyen1202.45
Tien Thanh Nguyen27912.55
Rabi Sharma300.34
A. W.-C. Liew424418.37